{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "OlDwW4HY8MoU"
   },
   "source": [
    "# Model understanding and interpretability"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "2pFlZCUv7hM-"
   },
   "source": [
    "In this colab, we will \n",
    "- Will learn how to interpret model results and reason about the features\n",
    "- Visualize the model results\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "rYhQ7yT_q0QR"
   },
   "outputs": [],
   "source": [
    "import time\n",
    "\n",
    "# We will use some np and pandas for dealing with input data.\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "# And of course, we need tensorflow.\n",
    "import tensorflow as tf\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "from IPython.display import clear_output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.13.1'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "CkDZWpif2Pko"
   },
   "source": [
    "Below we demonstrate both *local* and *global* model interpretability for gradient boosted trees. \n",
    "\n",
    "Local interpretability refers to an understanding of a model’s predictions at the individual example level, while global interpretability refers to an understanding of the model as a whole.\n",
    "\n",
    "For local interpretability, we show how to create and visualize per-instance contributions using the technique outlined in [Palczewska et al](https://arxiv.org/pdf/1312.1121.pdf) and by Saabas in [Interpreting Random Forests](http://blog.datadive.net/interpreting-random-forests/) (this method is also available in scikit-learn for Random Forests in the [`treeinterpreter`](https://github.com/andosa/treeinterpreter) package). To distinguish this from feature importances, we refer to these values as directional feature contributions (DFCs).\n",
    "\n",
    "For global interpretability we show how to retrieve and visualize gain-based feature importances, [permutation feature importances](https://www.stat.berkeley.edu/~breiman/randomforest2001.pdf) and also show aggregated DFCs."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "vfxkZE-MaY0h"
   },
   "source": [
    "# Setup\n",
    "## Load dataset\n",
    "We will be using the titanic dataset, where the goal is to predict passenger survival given characteristiscs such as gender, age, class, etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "gd995mWZzOTz"
   },
   "outputs": [],
   "source": [
    "tf.logging.set_verbosity(tf.logging.ERROR)\n",
    "tf.set_random_seed(123)\n",
    "\n",
    "# Load dataset.\n",
    "dftrain = pd.read_csv('https://storage.googleapis.com/tf-datasets/titanic/train.csv')\n",
    "dfeval = pd.read_csv('https://storage.googleapis.com/tf-datasets/titanic/eval.csv')\n",
    "y_train = dftrain.pop('survived')\n",
    "y_eval = dfeval.pop('survived')\n",
    "\n",
    "# Feature columns.\n",
    "fcol = tf.feature_column\n",
    "CATEGORICAL_COLUMNS = ['sex', 'n_siblings_spouses', 'parch', 'class', 'deck',\n",
    "                       'embark_town', 'alone']\n",
    "NUMERIC_COLUMNS = ['age', 'fare']\n",
    "\n",
    "def one_hot_cat_column(feature_name, vocab):\n",
    "  return fcol.indicator_column(\n",
    "      fcol.categorical_column_with_vocabulary_list(feature_name,\n",
    "                                                 vocab))\n",
    "fc = []\n",
    "for feature_name in CATEGORICAL_COLUMNS:\n",
    "  # Need to one-hot encode categorical features.\n",
    "  vocabulary = dftrain[feature_name].unique()\n",
    "  fc.append(one_hot_cat_column(feature_name, vocabulary))\n",
    "\n",
    "for feature_name in NUMERIC_COLUMNS:\n",
    "  fc.append(fcol.numeric_column(feature_name,\n",
    "                                dtype=tf.float32))\n",
    "\n",
    "# Input functions.\n",
    "def make_input_fn(X, y, n_epochs=None):\n",
    "  def input_fn():\n",
    "    dataset = tf.data.Dataset.from_tensor_slices((X.to_dict(orient='list'), y))\n",
    "    # For training, cycle thru dataset as many times as need (n_epochs=None).\n",
    "    dataset = (dataset\n",
    "      .repeat(n_epochs)\n",
    "      .batch(len(y)))  # Use entire dataset since this is such a small dataset.\n",
    "    return dataset\n",
    "  return input_fn\n",
    "\n",
    "# Training and evaluation input functions.\n",
    "train_input_fn = make_input_fn(dftrain, y_train)\n",
    "eval_input_fn = make_input_fn(dfeval, y_eval, n_epochs=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "5bgBDHLJsGnb"
   },
   "source": [
    "# Interpret model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "CnlBxy2X2Txj"
   },
   "source": [
    "## Local interpretability\n",
    "Output directional feature contributions (DFCs) to explain individual predictions, using the approach outlined in [Palczewska et al](https://arxiv.org/pdf/1312.1121.pdf) and by Saabas in [Interpreting Random Forests](http://blog.datadive.net/interpreting-random-forests/). The DFCs are generated with:\n",
    "\n",
    "`pred_dicts = list(est.experimental_predict_with_explanations(pred_input_fn))`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 386
    },
    "colab_type": "code",
    "id": "v9vxxoCD9uxR",
    "outputId": "dd4384da-3ec5-446f-e055-e46f2ab20c60"
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>accuracy</th>\n",
       "      <td>0.799242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>accuracy_baseline</th>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>auc</th>\n",
       "      <td>0.865289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>auc_precision_recall</th>\n",
       "      <td>0.849765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>average_loss</th>\n",
       "      <td>0.425263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>global_step</th>\n",
       "      <td>153.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>label/mean</th>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>loss</th>\n",
       "      <td>0.425263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>precision</th>\n",
       "      <td>0.739583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>prediction/mean</th>\n",
       "      <td>0.388109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>recall</th>\n",
       "      <td>0.717172</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               0\n",
       "accuracy                0.799242\n",
       "accuracy_baseline       0.625000\n",
       "auc                     0.865289\n",
       "auc_precision_recall    0.849765\n",
       "average_loss            0.425263\n",
       "global_step           153.000000\n",
       "label/mean              0.375000\n",
       "loss                    0.425263\n",
       "precision               0.739583\n",
       "prediction/mean         0.388109\n",
       "recall                  0.717172"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "params = {\n",
    "  'n_trees': 50,\n",
    "  'max_depth': 3,\n",
    "  'n_batches_per_layer': 1,\n",
    "  # You must enable center_bias = True to get DFCs. This will force the model to\n",
    "  # make an initial prediction before using any features (e.g. use the mean of\n",
    "  # the training labels for regression or log odds for classification when\n",
    "  # using cross entropy loss).\n",
    "  'center_bias': True\n",
    "}\n",
    "\n",
    "est = tf.estimator.BoostedTreesClassifier(fc, **params)\n",
    "# Train model.\n",
    "est.train(train_input_fn)\n",
    "\n",
    "# Evaluation.\n",
    "results = est.evaluate(eval_input_fn)\n",
    "clear_output()\n",
    "pd.Series(results).to_frame()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "8R-hJcShzTtL"
   },
   "source": [
    "## Local interpretability\n",
    "Next you will output the directional feature contributions (DFCs) to explain individual predictions using the approach outlined in [Palczewska et al](https://arxiv.org/pdf/1312.1121.pdf) and by Saabas in [Interpreting Random Forests](http://blog.datadive.net/interpreting-random-forests/) (this method is also available in scikit-learn for Random Forests in the [`treeinterpreter`](https://github.com/andosa/treeinterpreter) package). The DFCs are generated with:\n",
    "\n",
    "`pred_dicts = list(est.experimental_predict_with_explanations(pred_input_fn))`\n",
    "\n",
    "(Note: The method is named experimental as we may modify the API before dropping the experimental prefix.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Ji0U4FsNzROH"
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns_colors = sns.color_palette('colorblind')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "JTWBVzmvtctG"
   },
   "outputs": [],
   "source": [
    "pred_dicts = list(est.experimental_predict_with_explanations(eval_input_fn))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "bu5HuGRE61B2"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>alone</th>\n",
       "      <th>class</th>\n",
       "      <th>deck</th>\n",
       "      <th>embark_town</th>\n",
       "      <th>fare</th>\n",
       "      <th>n_siblings_spouses</th>\n",
       "      <th>parch</th>\n",
       "      <th>sex</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>264.000000</td>\n",
       "      <td>264.0</td>\n",
       "      <td>264.000000</td>\n",
       "      <td>264.000000</td>\n",
       "      <td>264.000000</td>\n",
       "      <td>264.000000</td>\n",
       "      <td>264.000000</td>\n",
       "      <td>264.000000</td>\n",
       "      <td>264.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-0.024210</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.016549</td>\n",
       "      <td>-0.016884</td>\n",
       "      <td>-0.006802</td>\n",
       "      <td>0.021582</td>\n",
       "      <td>0.002364</td>\n",
       "      <td>0.000694</td>\n",
       "      <td>0.007256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.094922</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.093908</td>\n",
       "      <td>0.032193</td>\n",
       "      <td>0.028059</td>\n",
       "      <td>0.088079</td>\n",
       "      <td>0.027884</td>\n",
       "      <td>0.010123</td>\n",
       "      <td>0.110577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.148517</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.066640</td>\n",
       "      <td>-0.053598</td>\n",
       "      <td>-0.053758</td>\n",
       "      <td>-0.280835</td>\n",
       "      <td>-0.156426</td>\n",
       "      <td>-0.066355</td>\n",
       "      <td>-0.122227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-0.075793</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.047052</td>\n",
       "      <td>-0.042252</td>\n",
       "      <td>-0.014969</td>\n",
       "      <td>-0.026840</td>\n",
       "      <td>0.002823</td>\n",
       "      <td>0.000292</td>\n",
       "      <td>-0.074724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-0.059552</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.045626</td>\n",
       "      <td>-0.029694</td>\n",
       "      <td>-0.013420</td>\n",
       "      <td>-0.003096</td>\n",
       "      <td>0.003992</td>\n",
       "      <td>0.000378</td>\n",
       "      <td>-0.073210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.008573</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.041477</td>\n",
       "      <td>0.002863</td>\n",
       "      <td>-0.003087</td>\n",
       "      <td>0.059478</td>\n",
       "      <td>0.006787</td>\n",
       "      <td>0.000734</td>\n",
       "      <td>0.140090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.490717</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.238488</td>\n",
       "      <td>0.197957</td>\n",
       "      <td>0.070302</td>\n",
       "      <td>0.228591</td>\n",
       "      <td>0.115221</td>\n",
       "      <td>0.064369</td>\n",
       "      <td>0.181779</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              age  alone       class        deck  embark_town        fare  \\\n",
       "count  264.000000  264.0  264.000000  264.000000   264.000000  264.000000   \n",
       "mean    -0.024210    0.0    0.016549   -0.016884    -0.006802    0.021582   \n",
       "std      0.094922    0.0    0.093908    0.032193     0.028059    0.088079   \n",
       "min     -0.148517    0.0   -0.066640   -0.053598    -0.053758   -0.280835   \n",
       "25%     -0.075793    0.0   -0.047052   -0.042252    -0.014969   -0.026840   \n",
       "50%     -0.059552    0.0   -0.045626   -0.029694    -0.013420   -0.003096   \n",
       "75%      0.008573    0.0    0.041477    0.002863    -0.003087    0.059478   \n",
       "max      0.490717    0.0    0.238488    0.197957     0.070302    0.228591   \n",
       "\n",
       "       n_siblings_spouses       parch         sex  \n",
       "count          264.000000  264.000000  264.000000  \n",
       "mean             0.002364    0.000694    0.007256  \n",
       "std              0.027884    0.010123    0.110577  \n",
       "min             -0.156426   -0.066355   -0.122227  \n",
       "25%              0.002823    0.000292   -0.074724  \n",
       "50%              0.003992    0.000378   -0.073210  \n",
       "75%              0.006787    0.000734    0.140090  \n",
       "max              0.115221    0.064369    0.181779  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def clean_feature_names(df):\n",
    "    \"\"\"Boilerplate code to cleans up feature names -- this is unneed in TF 2.0\"\"\"\n",
    "    df.columns = [v.split(':')[0].split('_indi')[0] for v in df.columns.tolist()]\n",
    "    df = df.T.groupby(level=0).sum().T\n",
    "    return df\n",
    "\n",
    "# Create DFC Pandas dataframe.\n",
    "labels = y_eval.values\n",
    "probs = pd.Series([pred['probabilities'][1] for pred in pred_dicts])\n",
    "df_dfc = pd.DataFrame([pred['dfc'] for pred in pred_dicts])\n",
    "df_dfc.columns = est._names_for_feature_id\n",
    "df_dfc = clean_feature_names(df_dfc)\n",
    "df_dfc.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "x7M8qssg65jd"
   },
   "outputs": [],
   "source": [
    "# Sum of DFCs + bias == probabality.\n",
    "bias = pred_dicts[0]['bias']\n",
    "dfc_prob = df_dfc.sum(axis=1) + bias\n",
    "np.testing.assert_almost_equal(dfc_prob.values,\n",
    "                               probs.values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "0X9h0iq6_7uN"
   },
   "source": [
    "Plot results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "93d4Ccx368GH"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns  # Make plotting nicer.\n",
    "sns_colors = sns.color_palette('colorblind')\n",
    "\n",
    "def plot_dfcs(example_id):\n",
    "    label, prob = labels[ID], probs[ID]\n",
    "    example = df_dfc.iloc[ID]  # Choose ith example from evaluation set.\n",
    "    TOP_N = 8  # View top 8 features.\n",
    "    sorted_ix = example.abs().sort_values()[-TOP_N:].index\n",
    "    ax = example[sorted_ix].plot(kind='barh', color='g', figsize=(10,5))\n",
    "    ax.grid(False, axis='y')\n",
    "\n",
    "    plt.title('Feature contributions for example {}\\n pred: {:1.2f}; label: {}'.format(ID, prob, label))\n",
    "    plt.xlabel('Contribution to predicted probability')\n",
    "ID = 102\n",
    "plot_dfcs(ID)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "UzZINNVnBEQE"
   },
   "source": [
    "**??? ** How would you explain the above plot in plain english?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "tx5p4vEhuczg"
   },
   "source": [
    "### Prettier plotting\n",
    "Color codes based on directionality and adds feature values on figure. Please do not worry about the details of the plotting code :)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "6z_Tq1Pquczj"
   },
   "outputs": [],
   "source": [
    "def plot_example_pretty(example):\n",
    "    \"\"\"Boilerplate code for better plotting :)\"\"\"\n",
    "    \n",
    "    def _get_color(value):\n",
    "        \"\"\"To make positive DFCs plot green, negative DFCs plot red.\"\"\"\n",
    "        green, red = sns.color_palette()[2:4]\n",
    "        if value >= 0: return green\n",
    "        return red\n",
    "\n",
    "\n",
    "    def _add_feature_values(feature_values, ax):\n",
    "        \"\"\"Display feature's values on left of plot.\"\"\"\n",
    "        x_coord = ax.get_xlim()[0]\n",
    "        OFFSET = 0.15\n",
    "        for y_coord, (feat_name, feat_val) in enumerate(feature_values.items()):\n",
    "            t = plt.text(x_coord, y_coord - OFFSET, '{}'.format(feat_val), size=12)\n",
    "            t.set_bbox(dict(facecolor='white', alpha=0.5))\n",
    "        from matplotlib.font_manager import FontProperties\n",
    "        font = FontProperties()\n",
    "        font.set_weight('bold')\n",
    "        t = plt.text(x_coord, y_coord + 1 - OFFSET, 'feature\\nvalue',\n",
    "        fontproperties=font, size=12)\n",
    "\n",
    "\n",
    "    TOP_N = 8 # View top 8 features.\n",
    "    sorted_ix = example.abs().sort_values()[-TOP_N:].index  # Sort by magnitude.\n",
    "    example = example[sorted_ix]\n",
    "    colors = example.map(_get_color).tolist()\n",
    "    ax = example.to_frame().plot(kind='barh',\n",
    "                          color=[colors],\n",
    "                          legend=None,\n",
    "                          alpha=0.75,\n",
    "                          figsize=(10,6))\n",
    "    ax.grid(False, axis='y')\n",
    "    ax.set_yticklabels(ax.get_yticklabels(), size=14)\n",
    "    _add_feature_values(dfeval.iloc[ID].loc[sorted_ix], ax)\n",
    "    ax.set_title('Feature contributions for example {}\\n pred: {:1.2f}; label: {}'.format(ID, probs[ID], labels[ID]))\n",
    "    ax.set_xlabel('Contribution to predicted probability', size=14)\n",
    "    plt.show()\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Ht1P2-1euczk"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot results.\n",
    "ID = 102\n",
    "example = df_dfc.iloc[ID]  # Choose ith example from evaluation set.\n",
    "ax = plot_example_pretty(example)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "CvF6vrEA7oQm"
   },
   "source": [
    "## Global feature importances\n",
    "\n",
    "1. Gain-based feature importances using `est.experimental_feature_importances`\n",
    "2. Aggregate DFCs using `est.experimental_predict_with_explanations`\n",
    "3. Permutation importances\n",
    "\n",
    "Gain-based feature importances measure the loss change when splitting on a particular feature, while permutation feature importances are computed by evaluating model performance on the evaluation set by shuffling each feature one-by-one and attributing the change in model performance to the shuffled feature.\n",
    "\n",
    "In general, permutation feature importance are preferred to gain-based feature importance, though both methods can be unreliable in situations where potential predictor variables vary in their scale of measurement or their number of categories and when features are correlated ([source](https://bmcbioinformatics.biomedcentral.com/articles/10.1186/1471-2105-9-307)). Check out [this article](http://explained.ai/rf-importance/index.html) for an in-depth overview and great discussion on different feature importance types.\n",
    "\n",
    "## 1. Gain-based feature importances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "QuN7GU0J7MYr"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "features, importances = est.experimental_feature_importances(normalize=True)\n",
    "df_imp = pd.DataFrame(importances, columns=['importances'], index=features)\n",
    "# For plotting purposes. This is not needed in TF 2.0.\n",
    "df_imp = clean_feature_names(df_imp.T).T.sort_values('importances', ascending=False)\n",
    "\n",
    "# Visualize importances.\n",
    "N = 8\n",
    "ax = df_imp.iloc[0:N][::-1]\\\n",
    "    .plot(kind='barh',\n",
    "          color=sns_colors[0],\n",
    "          title='Gain feature importances',\n",
    "          figsize=(10, 6))\n",
    "ax.grid(False, axis='y')\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "3RIx6JliBB9Z"
   },
   "source": [
    "**???** What does the x axis represent? -- A. It represents relative importance. Specifically, the average reduction in loss that occurs when a split occurs on that feature."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Be0-JLD1Bp2k"
   },
   "source": [
    "**???** Can we completely trust these results and the magnitudes? -- A. The results can be misleading because variables are correlated."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "mixDJm2P_rSW"
   },
   "source": [
    "### 2. Average absolute DFCs\n",
    "We can also average the absolute values of DFCs to understand impact at a global level."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "WzfgBWvJ_q3F"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot.\n",
    "dfc_mean = df_dfc.abs().mean()\n",
    "sorted_ix = dfc_mean.abs().sort_values()[-8:].index  # Average and sort by absolute.\n",
    "ax = dfc_mean[sorted_ix].plot(kind='barh',\n",
    "                       color=sns_colors[1],\n",
    "                       title='Mean |directional feature contributions|',\n",
    "                       figsize=(10, 6))\n",
    "ax.grid(False, axis='y')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "3ZIwZnJHAGm-"
   },
   "source": [
    "We can also see how DFCs vary as a feature value varies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "tX8c1-k4AIZU"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "age = pd.Series(df_dfc.age.values, index=dfeval.age.values).sort_index()\n",
    "sns.jointplot(age.index.values, age.values);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ZqhB3WlDUuIL"
   },
   "source": [
    "# Visualizing the model's prediction surface"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Jd9hQrAUzjYb"
   },
   "source": [
    "Lets first simulate/create training data using the following formula:\n",
    "\n",
    "\n",
    "$z=x* e^{-x^2 - y^2}$\n",
    "\n",
    "\n",
    "Where $z$ is the dependent variable we are trying to predict and $x$ and $y$ are the features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "g54QgI2MB1-C"
   },
   "outputs": [],
   "source": [
    "from numpy.random import uniform, seed\n",
    "from matplotlib.mlab import griddata\n",
    "\n",
    "# Create fake data\n",
    "seed(0)\n",
    "npts = 5000\n",
    "x = uniform(-2, 2, npts)\n",
    "y = uniform(-2, 2, npts)\n",
    "z = x*np.exp(-x**2 - y**2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "SSE5NGH0D12J"
   },
   "outputs": [],
   "source": [
    "# Prep data for training.\n",
    "df = pd.DataFrame({'x': x, 'y': y, 'z': z})\n",
    "\n",
    "xi = np.linspace(-2.0, 2.0, 200),\n",
    "yi = np.linspace(-2.1, 2.1, 210),\n",
    "xi,yi = np.meshgrid(xi, yi)\n",
    "\n",
    "df_predict = pd.DataFrame({\n",
    "    'x' : xi.flatten(),\n",
    "    'y' : yi.flatten(),\n",
    "})\n",
    "predict_shape = xi.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "eH-GHdGvD39j"
   },
   "outputs": [],
   "source": [
    "def plot_contour(x, y, z, **kwargs):\n",
    "  # Grid the data.\n",
    "  plt.figure(figsize=(10, 8))\n",
    "  # Contour the gridded data, plotting dots at the nonuniform data points.\n",
    "  CS = plt.contour(x, y, z, 15, linewidths=0.5, colors='k')\n",
    "  CS = plt.contourf(x, y, z, 15,\n",
    "                    vmax=abs(zi).max(), vmin=-abs(zi).max(), cmap='RdBu_r')\n",
    "  plt.colorbar()  # Draw colorbar.\n",
    "  # Plot data points.\n",
    "  plt.xlim(-2, 2)\n",
    "  plt.ylim(-2, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "BSTgrzVJ0vGn"
   },
   "source": [
    "We can visualize our function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "KQUOxy5e0uel"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/dist-packages/ipykernel_launcher.py:1: MatplotlibDeprecationWarning: The griddata function was deprecated in version 2.2. Use scipy.interpolate.griddata instead.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "zi = griddata(x, y, z, xi, yi, interp='linear')\n",
    "plot_contour(xi, yi, zi)\n",
    "plt.scatter(df.x, df.y, marker='.')\n",
    "plt.title('Contour on training data')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "T6i9EuURCOyD"
   },
   "outputs": [],
   "source": [
    "def predict(est):\n",
    "  \"\"\"Predictions from a given estimator.\"\"\"\n",
    "  predict_input_fn = lambda: tf.data.Dataset.from_tensors(dict(df_predict))\n",
    "  preds = np.array([p['predictions'][0] for p in est.predict(predict_input_fn)])\n",
    "  return preds.reshape(predict_shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "KPTN9zIxELAJ"
   },
   "source": [
    "First let's try to fit a linear model to the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "z6OH5EbsGeL9"
   },
   "outputs": [],
   "source": [
    "fc = [tf.feature_column.numeric_column('x'),\n",
    "      tf.feature_column.numeric_column('y')]\n",
    "\n",
    "train_input_fn = make_input_fn(df, df.z)\n",
    "est = tf.estimator.LinearRegressor(fc)\n",
    "est.train(train_input_fn, max_steps=500);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "4x5tKvCtEPxy"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_contour(xi, yi, predict(est))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "rkjrUIkz1kEL"
   },
   "source": [
    "Not very good at all..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "37SuxcCq2NbU"
   },
   "source": [
    "**???** Why is the linear model not performing well for this problem? Can you think of how to improve it just using a linear model?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "DVX-kuee1GZ0"
   },
   "source": [
    "Next let's try to fit a GBDT model to it and try to understand what the model does"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "_IVuaW_9CPGM",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for n_trees in [1,2,3,10,30,50,100,200]:\n",
    "  est = tf.estimator.BoostedTreesRegressor(fc,\n",
    "                                          n_batches_per_layer=1,\n",
    "                                          max_depth=4,\n",
    "                                          n_trees=n_trees)\n",
    "  est.train(train_input_fn)\n",
    "  plot_contour(xi, yi, predict(est))\n",
    "  plt.text(-1.8, 2.1, '# trees: {}'.format(n_trees), color='w', backgroundcolor='black', size=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Copyright 2019 Google Inc. Licensed under the Apache License, Version 2.0 (the \"License\"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "ASL_c_boosted_trees_model_understanding",
   "provenance": [],
   "version": "0.3.2"
  },
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
